{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic Walk-Through: k-nearest Neighbors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains several examples that illustrate the machine learning workflow using a dataset of house prices.\n",
    "\n",
    "We will use the fairly straightforward [k-nearest neighbors](https://scikit-learn.org/stable/modules/neighbors.html) (KNN) algorithm that allows us to tackle both regression and classification problems.\n",
    "\n",
    "In its default sklearn implementation, it identifies the k nearest data points (based on the Euclidean distance) to make a prediction. It predicts the most frequent class among the neighbors or the average outcome in the classification or regression case, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:03.278118Z",
     "start_time": "2020-06-17T17:00:03.273728Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:05.015282Z",
     "start_time": "2020-06-17T17:00:03.280018Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import spearmanr\n",
    "from sklearn.neighbors import (KNeighborsClassifier, \n",
    "                               KNeighborsRegressor)\n",
    "from sklearn.model_selection import (cross_val_score, \n",
    "                                     cross_val_predict, \n",
    "                                     GridSearchCV)\n",
    "from sklearn.feature_selection import mutual_info_regression\n",
    "from sklearn.preprocessing import StandardScaler, scale\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.metrics import make_scorer\n",
    "from yellowbrick.model_selection import ValidationCurve, LearningCurve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:05.019991Z",
     "start_time": "2020-06-17T17:00:05.017087Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kings County Housing Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data from [Kaggle](https://www.kaggle.com/harlfoxem/housesalesprediction)\n",
    "\n",
    "Download via API:\n",
    "\n",
    "```kaggle datasets download -d harlfoxem/housesalesprediction```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:05.034950Z",
     "start_time": "2020-06-17T17:00:05.021462Z"
    }
   },
   "outputs": [],
   "source": [
    "DATA_PATH = Path('..', 'data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:05.108828Z",
     "start_time": "2020-06-17T17:00:05.037190Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 21613 entries, 0 to 21612\n",
      "Data columns (total 16 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   price          21613 non-null  float64\n",
      " 1   bedrooms       21613 non-null  int64  \n",
      " 2   bathrooms      21613 non-null  float64\n",
      " 3   sqft_living    21613 non-null  int64  \n",
      " 4   sqft_lot       21613 non-null  int64  \n",
      " 5   floors         21613 non-null  float64\n",
      " 6   waterfront     21613 non-null  int64  \n",
      " 7   view           21613 non-null  int64  \n",
      " 8   condition      21613 non-null  int64  \n",
      " 9   grade          21613 non-null  int64  \n",
      " 10  sqft_above     21613 non-null  int64  \n",
      " 11  sqft_basement  21613 non-null  int64  \n",
      " 12  yr_built       21613 non-null  int64  \n",
      " 13  yr_renovated   21613 non-null  int64  \n",
      " 14  sqft_living15  21613 non-null  int64  \n",
      " 15  sqft_lot15     21613 non-null  int64  \n",
      "dtypes: float64(3), int64(13)\n",
      "memory usage: 2.6 MB\n"
     ]
    }
   ],
   "source": [
    "house_sales = pd.read_csv('kc_house_data.csv')\n",
    "house_sales = house_sales.drop(\n",
    "    ['id', 'zipcode', 'lat', 'long', 'date'], axis=1)\n",
    "house_sales.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select & Transform Features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Asset Prices often have long tails"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:05.964271Z",
     "start_time": "2020-06-17T17:00:05.110455Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(house_sales.price)\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use log-transform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Useful for dealing with [skewed data](http://onlinestatbook.com/2/transformations/log.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:05.973631Z",
     "start_time": "2020-06-17T17:00:05.965799Z"
    }
   },
   "outputs": [],
   "source": [
    "X_all = house_sales.drop('price', axis=1)\n",
    "y = np.log(house_sales.price)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mutual information regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See sklearn [docs](https://scikit-learn.org/stable/modules/feature_selection.html#univariate-feature-selection). Covered later in Chapter 6 of the book."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:33.719575Z",
     "start_time": "2020-06-17T17:00:05.975939Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sqft_living      0.348555\n",
       "grade            0.343704\n",
       "sqft_living15    0.272196\n",
       "sqft_above       0.259758\n",
       "bathrooms        0.209994\n",
       "sqft_lot15       0.085906\n",
       "bedrooms         0.080822\n",
       "yr_built         0.074505\n",
       "floors           0.073565\n",
       "sqft_basement    0.065731\n",
       "sqft_lot         0.062601\n",
       "view             0.054386\n",
       "waterfront       0.015364\n",
       "condition        0.011963\n",
       "yr_renovated     0.009406\n",
       "dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mi_reg = pd.Series(mutual_info_regression(X_all, y),\n",
    "                   index=X_all.columns).sort_values(ascending=False)\n",
    "mi_reg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:33.728352Z",
     "start_time": "2020-06-17T17:00:33.721214Z"
    }
   },
   "outputs": [],
   "source": [
    "X = X_all.loc[:, mi_reg.iloc[:10].index]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bivariate Scatter Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:38.405311Z",
     "start_time": "2020-06-17T17:00:33.730029Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x180 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.pairplot(X.assign(price=y), y_vars=['price'], x_vars=X.columns)\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explore Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:39.059935Z",
     "start_time": "2020-06-17T17:00:38.406908Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhYAAAFJCAYAAADHd2RsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de1hVddr/8fdGQIlNqFCUiArkKfaoiV4e0B7zVJ7G8oyG2jzGZBfWeArJQ2ZKieb4BGVpmafRxEKbHC3LaaYrLRU0EzUPqIVjoSRm4LAR2b8/+kHjiGC6YAHr8/pnxr33Wuu+7wvj41prr6/N5XK5EBERETGAm9kFiIiISM2hYCEiIiKGUbAQERERwyhYiIiIiGEULERERMQw7mYXUJ0VFRWRl5eHh4cHNpvN7HJEREQqnMvl4vLly3h7e+Pmdu35CQWLW5CXl8fRo0fNLkNERKTSNWvWDB8fn2teV7C4BR4eHsAvw/X09DS5GvOkp6fjcDjMLsNUVp+B1fsHzcDq/YN1ZlBQUMDRo0dLfgf+NwWLW1B8+cPT05PatWubXI25rN4/aAZW7x80A6v3D9aawfVuAdDNmyIiImIYBQsRERExjIKFiIiIGEbBQm6Zla4pXo/VZ2D1/kEzsHr/oBkUs2l105vndDpJT0/n6c/OkJ1/xexyRERErhLsZ2drdE9D91n8u8/hcJQapvStEAOcysnj+7zLZpchIiJiOl0KEREREcMoWIiIiIhhFCxERETEMAoWwLp160hMTDS7DBERkWpPwUJEREQMU+2/FZKfn88zzzzD2bNnufvuu9mzZw/BwcHUq1ePixcvkpiYyIwZM/j555/Jyclh6NChjBw5ktTUVOLj4/H19cXNzY02bdoAsHr1ajZv3ozNZqNv376MHj3a5A5FRESqj2ofLNavX0/Dhg155ZVXyMjIoH///gQHBzNgwAB69erFwYMH6devH7179yYrK4uoqChGjhzJiy++yMsvv0xwcDDPPfccAMePH2fLli2sXbsWm83G2LFj6dKlCyEhISZ3KSIicnPS09NxOp2VdrxqHywyMjK4//77AQgNDaV+/foABAcHA+Dv78/KlSvZtm0bdrudwsJCALKysko+07ZtW7777juOHj3KmTNnGDt2LAA//fQT3333nYKFiIhUW0Yv5V78gKzrqfb3WDRr1ox9+/YB8N1335GTkwP8upzr8uXLadOmDQsXLuShhx6i+EGjd9xxBxkZGQAcOHAAgJCQEO655x5WrVrF6tWrGTRoEM2aNavslkRERKqtan/GYsiQIUybNo1Ro0bRoEGDax4v+sADDzB79mw++OAD6tatS61atSgoKGDBggXExsbi7e2Nt7c3vr6+tGjRgk6dOhEZGUlBQQGtWrUiICDApM5ERESqn2q/VsjevXu5dOkSXbp04dSpU4wbN45PPvmkUo5dfDpo4PvH9EhvERGpcpr6+/BN3MOG7rPGrxUSFBTEpEmTSEpKorCwkFmzZpldkoiIiGVV+2Bxxx13sHr1alNraFLPG7uXVjcVEZGqJdjPXunHrPbBoirY/mTvUk8HWUXxKTErs/oMrN4/aAZW7x80g2LV/lshYr7K/H50VWX1GVi9f9AMrN4/aAbFFCxERETEMAoWIiIiYhgFCxERETGMgoWIiIgYRsFCREREDKNgISIiIoZRsBARERHDKFiIiIiIYRQsRERExDAKFiIiImIYBQsRERExjIKFiIiIGEbBQm6ZlVd2LWb1GVi9f9AMrN4/aAbFbC6Xy2V2EdWV0+kkPT2dpz87Q3b+FbPLERERCwn2s7M1umelH7f4d5/D4Sg1TLlXekU10KmcPL7Pu2x2GSIiIqbTpRARERExjIKFiIiIGEbBQkRERAxTpYNFZmYmAwcOJDY2liNHjrBnz57rfnbXrl1MnDgRgJiYmOt+bt68eZw5c8bwWkVERKSKB4u9e/fSqVMn5s+fz7Zt2zh+/PgNbZeUlHTd96ZPn06DBg2MKlFERET+gynfCjl58iRxcXG4u7tTq1YtEhISWLx4MRkZGQQFBXHgwAFWrFjBkiVLyM/Px9fXl40bN+Lh4UFYWBitWrUqc/8RERF88MEHjBo1ii1btmCz2Xj++efp3Lkzq1atYvbs2WzZsoXTp0/z448/cubMGeLi4ujatSuffvopr7zyCna7HV9fX5o3b86ECRMqaTIiIiLVmynBYufOnYSFhTFt2jRSU1PZsGEDBQUFJCcnk5mZSZ8+fWjQoAHR0dGcOHGC8ePHU1hYiL+/f7mholj9+vVp3rw5qamptG7dmt27dzN9+nRWrVpV8hlPT0/efPNNduzYwfLly+ncuTNz585l/fr1+Pv7M3ny5IoagYiIyC1LT0/H6XSaXcZVTAkWQ4YMYdmyZYwbNw4fHx9atGhREhiCgoIIDAw05DjDhg1j48aNnDt3ju7du+PufnW7LVu2BOCuu+6ioKCA8+fPY7fb8ff3B6Bdu3ZkZ2cbUouIiIjRHA5HpR+z+AFZ12PKPRbbt28nPDyclStX8tBDD5GSksLevXsByM7OJisr65ptbDYbRUVFv+k4nTp14vDhw7z33nsMGTKk1H3+Jz8/P/Ly8jh//jwA+/fv/03HExERsTpTzlg4HA6mTp1KYmIibm5uJCYmsnnzZkaMGEFAQMA1ZxaKt0lISCA0NJSOHTve0HFsNhsPPvggO3fupHHjxuV+3s3NjZkzZ/L444/j4+NDUVHRDW0nIiIiv6iSa4VERESwY8cOU479xhtv8Nhjj+Hp6cmUKVPo0qULDz/8cKmfLT4dNPD9Y3qkt4iIVKqm/j58E1f676eKVOPWCklKSmLXrl3XvB4fH09QUNAt79/b25thw4ZRp04dAgMD6du37y3vU0RExCqq5BmL6kKrm4qIiFm0umkNtv3J3qUO1yqKf8CszOozsHr/oBlYvX/QDIpV6SdvSvVQ1b5DbQarz8Dq/YNmYPX+QTMopmAhIiIihlGwEBEREcMoWIiIiIhhFCxERETEMAoWIiIiYhgFCxERETGMgoWIiIgYRsFCREREDKNgISIiIoZRsBARERHDKFiIiIiIYRQsRERExDAKFnLLrLyyazGrz8Dq/YNmYPX+5VdaNt0APV7bRnb+FbPLMNcHx82uwHxWn4HV+wfNoBr2H+xnZ2t0T7PLqFEULAxwKieP7/Mum12GiIiI6XQpRERERAyjYCEiIiKGqdRgkZmZycCBA4mNjeXIkSPs2bPnup/dtWsXEydOBCAmJua6n5s3bx5nzpy5qXq+/fZb+vfvX/LnCxcu0KFDB6KiooiKimLlypU3tV8RERGrqtR7LPbu3UunTp2YNm0aiYmJ+Pv70759+3K3S0pKuu5706dPv6laNm3axKpVq8jJySl57dChQ/Tv35+ZM2fe1D5FRESszpBgcfLkSeLi4nB3d6dWrVokJCSwePFiMjIyCAoK4sCBA6xYsYIlS5aQn5+Pr68vGzduxMPDg7CwMFq1alXm/iMiIvjggw8YNWoUW7ZswWaz8fzzz9O5c2dWrVrF7Nmz2bJlC6dPn+bHH3/kzJkzxMXF0bVrVz799FNeeeUV7HY7vr6+NG/enAkTJuDr68uaNWvo1atXyXHS09M5ePAgjz76KPXr12fGjBnceeedRoxIRETEEgwJFjt37iQsLIxp06aRmprKhg0bKCgoIDk5mczMTPr06UODBg2Ijo7mxIkTjB8/nsLCQvz9/csNFcXq169P8+bNSU1NpXXr1uzevZvp06ezatWqks94enry5ptvsmPHDpYvX07nzp2ZO3cu69evx9/fn8mTJ5d89oEHHrjmGCEhITgcDjp37sxf//pX5s6dyyuvvHLrAxIREbEIQ4LFkCFDWLZsGePGjcPHx4cWLVqUBIagoCACAwONOAzDhg1j48aNnDt3ju7du+PufnX5LVu2BOCuu+6ioKCA8+fPY7fb8ff3B6Bdu3ZkZ2dfd/8dO3bEy8sLgF69eilUiIhYQHp6Ok6n05B9paWlGbKf6syQYLF9+3bCw8OJiYlh8+bNLFq0iN/97neMGTOG7OxssrKyrtnGZrNRVFT0m47TqVMnFixYQFZWFrNmzSp1n//Jz8+PvLw8zp8/T/369dm/f3+ZIWfGjBn07t2bvn378sUXXxAWFvab6hMRkerH4XAYsp+0tDTCw8MN2VdV5nQ6SU9Pv+77hgQLh8PB1KlTSUxMxM3NjcTERDZv3syIESMICAi45sxC8TYJCQmEhobSsWPHGzqOzWbjwQcfZOfOnTRu3Ljcz7u5uTFz5kwef/xxfHx8KCoqKnO7yZMn8+yzz7Ju3Tq8vLyYO3fuDdUlIiIiv7C5XC5XRR8kIiKCHTt2VPRhSvXGG2/w2GOP4enpyZQpU+jSpQsPP/ywIfsuTm0D3z+mJ2+KiFRDTf19+CbOmN8JVjtj4XA4Sl0jxvRHeiclJbFr165rXo+PjycoKOiW9+/t7c2wYcOoU6cOgYGB9O3b95b3KSIiIqWrlDMWNZXOWIiIVG86Y/HbVfkzFjVBk3re2L0svrqpiEg1FOxnN7uEGkfBwgDbn+xdamqziuLkamVWn4HV+wfNwOr9y6+0CJncMqO+/12dWX0GVu8fNAOr9y+/UrAQERERwyhYiIiIiGEULERERMQwChYiIiJiGAULERERMYyChYiIiBhGwUJEREQMo2AhIiIihlGwEBEREcMoWIiIiIhhFCxERETEMAoWIiIiYhgFC7llVl7ZtZjVZ2D1/kEzsHr/8istm26AHq9tIzv/itllmOuD42ZXYD6rz8Dq/YNmUAn9B/vZ2Rrds8KPIzdPwcIAp3Ly+D7vstlliIiImE6XQkRERMQwChYiIiJimCoTLDIzMxk4cCCxsbEcOXKEPXv2/OZ9TJs2jc8++6wCqhMREZEbUWWCxd69e+nUqRPz589n27ZtHD9u8ZugREREqqEKv3nz5MmTxMXF4e7uTq1atUhISGDx4sVkZGQQFBTEgQMHWLFiBUuWLCE/Px9fX182btyIh4cHYWFhtGrV6pp9XrlyhVmzZvHDDz+Qk5PD/fffz5/+9CcA1q5dy1tvvcWVK1eYN28ejRs3Zvny5fztb3/D3d2ddu3aMXXqVAYNGsQrr7xCw4YN2bp1K2lpaTz99NNMnz6dnJwcAGbMmEHz5s0rekQiIiI1RoUHi507dxIWFsa0adNITU1lw4YNFBQUkJycTGZmJn369KFBgwZER0dz4sQJxo8fT2FhIf7+/qWGCoDvv/+eNm3aMHToUJxO51XBom3btkRHR/PPf/6TBQsWMGHCBLZu3co777yDu7s7EyZM4NNPP2XIkCFs2rSJmJgYNm7cyJQpU3j99dfp2LEjI0eO5NSpU8TFxbFu3bqKHpGIiPwG6enpOJ1Os8soVVpamtklmK7Cg8WQIUNYtmwZ48aNw8fHhxYtWpQEhqCgIAIDA3/zPuvWrcuBAwf48ssvsdvtFBQUlLzXrl07AO677z4SEhI4ceIErVu3xsPDo+T9Y8eOMXLkSCIjIxk6dCi5ubk0a9aMo0eP8uWXX7J161YALl68eKvti4iIwRwOh9kllCotLY3w8HCzy6hwTqeT9PT0675f4fdYbN++nfDwcFauXMlDDz1ESkoKe/fuBSA7O5usrKxrtrHZbBQVFV13nykpKfj4+PDyyy/zhz/8gfz8fFwuFwBff/01AKmpqTRt2pSQkBC+/vprCgsLcblc7Nmzh+DgYOx2Ow6HgxdffJFBgwYBEBISwtixY1m9ejWLFy9mwIABRo9DRESkRqvwMxYOh4OpU6eSmJiIm5sbiYmJbN68mREjRhAQEIC7+7UlOBwOEhISCA0NpWPHjte836lTJyZNmkRaWhpeXl40btyYs2fPArB//35Gjx6NzWYjPj6ewMBA+vTpQ2RkJEVFRYSHh9Oz5y9PbRs6dCjjxo0jPj4egCeeeILp06eTnJxMbm4uMTExFTgZERGRmsfmKv6nvkkiIiLYsWOHmSXctOLTQQPfP6Ynb4qIVIKm/j58E/ew2WWUymqXQhwOR6lrxFTpR3onJSWxa9eua16Pj48nKCjIhIpERESkLKYHi7LOVsTExOhyhIiISDVierCoCZrU88buZfHVTUVEKkGwn93sEqQcChYG2P5k71KvM1lF8bU2K7P6DKzeP2gGVu9fflVlHukt1VdVfVBNZbL6DKzeP2gGVu9ffqVgISIiIoZRsBARERHDKFiIiIiIYRQsRERExDAKFiIiImIYBQsRERExjIKFiIiIGEbBQkRERAyjYCEiIiKGUbAQERERwyhYiIiIiGEULERERMQwChZyy6y8smsxq8/A6v2DZiBSTMumG6DHa9vIzr9idhnm+uC42RWYz+ozsHr/YMkZBPvZ2Rrd0+wypApRsDDAqZw8vs+7bHYZIiIiptOlEBERETGMgoWIiIgYptKCRUpKCgsXLryhz65Zs+Y3byMiIiLmq5JnLJYsWWJ2CSIiInITKvXmza+++ooxY8aQm5vLhAkTyM/P5y9/+UvJ+//3f//H+vXr+emnn5g9ezatWrVi//79/OEPf+D8+fNERkYyfPhw+vfvT5MmTfD09GT27NlMnTqV3Nxcrly5wtNPP02nTp3YsWMHixcvpnbt2tStW5f4+HgOHz7M0qVL8fDw4IcffmDEiBF8+eWXfPPNN4wePZqRI0fy5z//mS+//JKioiL69evH2LFjK3NEIiIi1VqlBgsvLy+WLl3K+fPnGTp0KMOGDWPp0qV4eXkxa9YsPv/8c8aPH8+aNWuYPXs2KSkpuLu789Zbb/Gvf/2L6Ohohg8fzqVLl3jyySe59957mT9/Pp07d2bMmDFkZWURGRnJxx9/zMyZM1m3bh0BAQGsXLmSJUuW0K1bN3744Qc2bdrEwYMHefrpp/n444/JysoiJiaGkSNHsmnTJtasWUNAQAApKSmVOR4RkWopPT0dgLS0NJMrMZ9mUMnBIjw8HJvNhp+fHz4+Pri7uxMbG4u3tzcnTpygTZs212xz7733YrPZuOOOO8jPzy95PTg4GICMjAwGDBgAQEBAAHa7nZycHOx2OwEBAQC0b9+eRYsW0a1bN5o2bYqHhwc+Pj40atQIT09PfH19cTqdACxatIhFixaRnZ1N165dK3okIiLVnsPhIC0tjfDwcLNLMZVVZuB0OkvCZGkqNVgcOHAAgHPnzvHzzz+zcuVK/vGPfwDw2GOP4XK5AEr+F8Bms5W6Lze3X24PCQ0NJTU1lXvvvZesrCwuXryIr68vubm5nD17ljvvvJPdu3fTpEmTMvcHUFBQwIcffsiiRYtwuVz069ePfv36ERgYeKuti4iIWEKlBov8/HxGjx7NpUuXmDdvHu+88w6PPPIIt912G7fffjtnz54FfgkLU6ZMoXPnzuXu849//CPPPvssH330Efn5+cyZMwcPDw/mzp3LhAkTsNls+Pr68uKLL3Ls2LEy91V89mLgwIH4+voSERFBgwYNDOldRETECmyu/zw9IL9J8emgge8f05M3RcSSmvr78E3cw5a5DFAWq8yg+Hefw+EodY2cKvl1UxEREameFCxERETEMFqEzABN6nlj97L46qYiYknBfnazS5AqRsHCANuf7F3qdSarKL7WZmVWn4HV+wfNQKSYLoXILSt+BoiVWX0GVu8fNAORYgoWIiIiYhgFCxERETGMgoWIiIgYRsFCREREDKNgISIiIoZRsBARERHDKFiIiIiIYRQsRERExDAKFiIiImIYBQsRERExjIKFiIiIGEbBQkRERAyjYCG3zMoruxaz+gys3r+I/ErLphugx2vbyM6/YnYZ5vrguNkVmM/qM6jE/oP97GyN7llpxxORG6dgYYBTOXl8n3fZ7DJERERMp0shIiIiYhgFCxERETGMKcEiJSWFhQsX/qZtnE4n3bt3r6CKRERExAg6YyEiIiKGMe3mza+++ooxY8aQm5vLhAkTuO222/jzn/9MrVq1CAoKYs6cORQUFDBlyhQuXrxIo0aNSraNioqiXr16XLx4kaVLlzJ9+nQyMzO5cuUKjz32GH379uXQoUO88MIL1KpVi9q1a/PCCy9QVFTExIkTufvuuzl9+jT9+vXj2LFjHDp0iG7dujFp0iT+8pe/sGnTJtzc3Gjbti2xsbFmjUhERKTaMS1YeHl5sXTpUs6fP8/QoUPx8PBg7dq1+Pn5sXjxYjZu3EhBQQHNmjVj4sSJ7N+/n127dpVsP2DAAHr16sWaNWuoV68eCxYsIDc3l0GDBtGxY0dmzJjBvHnzaNmyJZ988gkvvfQSzzzzDJmZmSxfvpz8/Hx69OjBZ599hpeXFw888ACTJk0iJSWFmTNn0qZNG9auXUthYSHu7vryjEhVk56ejtPpNLuMq6SlpZldgqms3j9oBmBisAgPD8dms+Hn50edOnU4ffo0f/rTnwDIz88nIiKCnJwcunbtCkDr1q2v+gUfHBwMQEZGBp07dwbAbrcTGhpKZmYmZ8+epWXLlgC0b9+el19+GYCgoCB8fHzw9PTE39+funXrAmCz2QB48cUXWb58OQsXLqRNmza4XK5KmIaI/FYOh8PsEq6SlpZGeHi42WWYxur9g3Vm4HQ6SU9Pv+77pt1jceDAAQDOnTuH0+kkMDCQ1157jdWrV/PEE0/QoUMHQkJC+OqrrwA4dOgQhYWFJdsXB4HQ0FBSU1MByM3N5ejRozRs2JA777yTb775BoA9e/bQpEmTq7a7nuTkZJ5//nnWrFnD4cOH2bdvn6F9i4iI1GSmnbHIz89n9OjRXLp0iblz53LlyhWio6NxuVx4e3uTkJBA+/btiYuLIzIykpCQEDw8PK7Zz7Bhw5g5cyaRkZE4nU5iYmLw8/Nj7ty5vPDCC7hcLmrVqkV8fPwN1dW8eXOGDBlCvXr1CAgIoHXr1ka3LiIiUmPZXDrXf9OKTwcNfP+YnrwpUoma+vvwTdzDZpdxFaucBr8eq/cP1plB8e8+h8NR6jpB+rqpiIiIGEbBQkRERAyj71EaoEk9b+xeFl/dVKQSBfvZzS5BRK5DwcIA25/sXep1JqsovtZmZVafgdX7F5Ff6VKI3LKq9pAiM1h9BlbvX0R+pWAhIiIihlGwEBEREcMoWIiIiIhhFCxERETEMAoWIiIiYhgFCxERETGMgoWIiIgYRsFCREREDKNgISIiIoZRsBARERHDKFiIiIiIYRQsRERExDAKFnLLrLyyazGrz8Dq/YvIr7RsugF6vLaN7PwrZpdhrg+Om12B+aw+g5voP9jPztbonhVQjIiYRcHCAKdy8vg+77LZZYiIiJhOl0JERETEMAoWIiIiYpgacSnkypUrREdHc+nSJbp168Yf//hHs0sSERGxpBpxxuLcuXPk5OTQuXNnbr/9drPLERERsawaccZi5syZnDp1inPnzuHv7w/ASy+9RFpaGgD9+/dnzJgxnD59munTp1NYWIjNZmPGjBm0aNGCBx54gJCQEEJCQmjfvj3Lli3D3d2dwMBAEhIScHOrEflLRESkwtWIYPHcc88xadIk7rjjDgA+/fRTTp8+TXJyMoWFhYwcOZKOHTvy6quvEhUVRc+ePTl8+DDPPvssKSkpfP/996SkpFCvXj2eeuopxo4dS79+/di0aRO5ubk6CyJSgdLT03E6nWaXYYjif8xYldX7B80Aakiw+G8ZGRm0a9cOm82Gh4cHrVu3JiMjg4yMDNq3bw9Ay5Yt+eGHHwCoV68e9erVAyAuLo433niDdevWERISQs+e+o69SEVyOBxml2CItLQ0wsPDzS7DNFbvH6wzA6fTSXp6+nXfr5Hn+ENDQ0tS4+XLl9m3bx+NGzcmNDSU1NRUAA4fPlxy2eQ/L3WsX7+eCRMmsGbNGgA+/vjjSq5eRESk+qqRZyweeOABdu/ezfDhw7l8+TIPPfQQYWFhPPPMM8ycOZPly5dTWFjIvHnzrtm2VatWPPbYY9StWxdvb2+6detW+Q2IiIhUUzUiWDRs2JDk5OSrXouNjS31c2+//fY1r+/YsaPk/3fv3p3u3bsbX6SIiIgF1MhLISIiImIOBQsRERExTI24FGK2JvW8sXtZfHVTkZsQ7Gc3uwQRMZiChQG2P9mb2rVrm12GadLT02vMVwZvltVnYPX+ReRXuhQit6ymPNzoVlh9BlbvX0R+pWAhIiIihlGwEBEREcMoWIiIiIhhFCxERETEMAoWIiIiYhgFCxERETGMgoWIiIgYRsFCREREDKNgISIiIoZRsBARERHDKFiIiIiIYRQsRERExDAKFnLLrLyyazHNQETkF1o23QA9XttGdv4Vs8sw1wfHza7AfCbOINjPztbonqYdX0SkmIKFAU7l5PF93mWzyxARETGdLoWIiIiIYRQsRERExDCGBYvMzEwGDhxIbGwsR44cYc+ePdf97K5du5g4caJRh64wH3/8MVlZWWaXISIiUm0YFiz27t1Lp06dmD9/Ptu2beP48ep/M9+qVavIzc01uwwREZFqo9ybN0+ePElcXBzu7u7UqlWLhIQEFi9eTEZGBkFBQRw4cIAVK1awZMkS8vPz8fX1ZePGjXh4eBAWFkarVq1K3e+3337L//7v/5KTk0NkZCRDhw5l9+7dJCUlAZCfn8/8+fNp0KABTz/9NLm5ueTn5zN16lQ6dOjA1q1bWbFiBW5uboSHhzNlyhQSExP59ttvycnJ4aeffmLkyJFs27aNkydPMn/+fNq0acPq1avZvHkzNpuNvn37Mnr0aKZNm4anpyf/+te/OHv2LC+99BLnzp3j8OHDxMbGsnbtWjw9PY2dvIiISA1UbrDYuXMnYWFhTJs2jdTUVDZs2EBBQQHJyclkZmbSp08fGjRoQHR0NCdOnGD8+PEUFhbi7+9/3VABcPnyZZYsWUJRUREDBw6kR48eHDt2jAULFhAQEMDrr7/Ohx9+SM+ePcnOzmbFihX8+OOPnDp1igsXLpCYmMh7772Hl5cXU6dOZceOHQDUqVOHt956i6VLl/LPf/6T119/nffee4+//e1v2O12tmzZwtq1a7HZbIwdO5YuXboA0KBBA+bMmUNycjLr169nzpw5tGzZktmzZytUSLWQnp6O0+k07VVAPU4AAA/uSURBVPhpaWmmHbuqsPoMrN4/aAZwA8FiyJAhLFu2jHHjxuHj40OLFi1KAkNQUBCBgYE3deA2bdqU/MIODQ3l9OnTBAQEMG/ePG677TaysrJo27YtTZs2ZdSoUUyaNInCwkKioqL47rvvOH/+PNHR0QDk5eWRmZkJwL333guAj48P99xzDwC+vr44nU6OHj3KmTNnGDt2LAA//fQT3333HQAtW7YE4K677mLv3r031ZOImRwOh2nHTktLIzw83LTjVwVWn4HV+wfrzMDpdJKenn7d98sNFtu3byc8PJyYmBg2b97MokWL+N3vfseYMWPIzs4u9eZGm81GUVFRmfs9dOgQhYWFFBQUkJGRQaNGjYiOjuaTTz7BbrcTGxuLy+XiyJEj5OXlsXTpUs6ePcuIESN49913ufvuu1m+fDkeHh6kpKTQsmVLPvnkE2w223WPGRISwj333MObb76JzWZjxYoVNGvWjA8//LDU7Ww2Gy6Xq7wRiYiIyP9XbrBwOBxMnTqVxMRE3NzcSExMZPPmzYwYMYKAgADc3a/dhcPhICEhgdDQUDp27FjqfmvXrs3jjz/OxYsXmTBhAnXr1mXgwIEMGzaM22+/HX9/f86ePUuTJk149dVX2bRpEx4eHjz11FPUr1+fsWPHEhUVxZUrVwgMDKRPnz7lNtuiRQs6depEZGQkBQUFtGrVioCAgOt+/r777uOZZ55h+fLl1K1bt9z9i4iIWJ3NdYv/JI+IiCi5v8Fqik8HDXz/mJ68KaZq6u/DN3EPm3Z8q5wCLovVZ2D1/sE6Myj+3edwOEpdJ6lCH+mdlJTErl27rnk9Pj6eoKCgijy0iIiImOCWg0VZZytiYmKIiYm51UOIiIhINaFFyAzQpJ43di+Lr24qpgr2s5tdgogIoGBhiO1P9i71OpNVFF9rszLNQETkF1qETG6ZmQ9lqio0AxGRXyhYiIiIiGEULERERMQwChYiIiJiGAULERERMYyChYiIiBhGwUJEREQMo2AhIiIihlGwEBEREcMoWIiIiIhhFCxERETEMAoWIiIiYhgFC7llVl6ATURErqbVTQ3Q47VtZOdbd9n0YD87W7Wyp4iIoGBhiFM5eXyfd9nsMkREREynSyEiIiJiGAULERERMYyChYiIiBimxgaLlJQUFi5ceEOfPXz4MElJSQBEREQAcOTIEfbs2VNh9YmIiNREunkTaNmyJS1btrzqtW3btuHv70/79u1NqkpERKT6qRZnLCZPnsw//vEPADIyMmjTpg2jRo0iMjKSL7744rrbffXVV4wZM4bBgweXbN+9e3ecTicACxcuJCUlhV27djFx4sSS7bKysti4cSMrVqzg66+/rrC+REREappqccZi6NChrFu3jm7duvHuu+/y9NNPs3v3bpYsWVLmdl5eXixdupTz588zdOhQ7r///hs6XkBAAI888gj+/v60atXKiBZqvPT09JLAZlVpaWlml2Aqq/cPmoHV+wfNAKpJsOjQoQPz5s3jxx9/ZMeOHTz66KMEBweXu114eDg2mw0/Pz98fHy4cOHCVe+7XK6KKtlyHBZ/QFZaWhrh4eFml2Eaq/cPmoHV+wfrzMDpdJKenn7d96vFpRCbzcaAAQOYN28eERERuLu74+ZWfukHDhwA4Ny5c1y6dIl69erh6enJ2bNncblcfPPNN2Ues6ioyLAeRERErKBanLEAGDRoEN26deP9999n//79N7RNfn4+o0eP5tKlS8yZMwebzca4ceOIjo4mMDCQ22+//brbOhwOEhISCA0NpWPHjka1ISIiUqNVm2Bx5coVwsPDCQ0NJTQ0tNzPDxo0iEGDBl3z+pAhQxgyZMg1r3fo0AGAHTt2ANCtWze6det2a0WLiIhYTLUIFh999BFJSUnMmzfvmvdmz55NRkbGNa8vW7aMOnXqVEZ5IiIi8v9Vi2Dx4IMP8uCDD5b63uzZsyu3mFI0qeeN3cvaq5uKiIhANQkWVd32J3tTu3Zts8swTVl3B4uIiLVUi2+FSNVm9edXiIjIrxQsRERExDAKFiIiImIYBQsRERExjIKFiIiIGEbBQkRERAyjYCEiIiKGUbAQERERwyhYiIiIiGEULERERMQwChYiIiJiGAULERERMYyChYiIiBhGwUJEREQMo2XTDdDjtW1k518xu4xSBfvZ2Rrd0+wyRETEIhQsDHAqJ4/v8y6bXYaIiIjpdClEREREDKNgISIiIoZRsBARERHDVPlgkZmZycCBA4mNjeXIkSPs2bPnup/dtWsXEydOvO77TqeTDRs2XPXaxx9/zOTJk0v+vG3bNnr27ElUVBRRUVHs3r371psQERGxiCp/8+bevXvp1KkT06ZNIzExEX9/f9q3b39T+zp37hwbNmxg6NChAMydO5fPP/+cli1blnzm4MGDTJ06lQcffNCQ+kVERKzEtGBx8uRJ4uLicHd3p1atWiQkJLB48WIyMjIICgriwIEDrFixgiVLlpCfn4+vry8bN27Ew8ODsLAwWrVqVeb+//rXv7Jy5Uo8PT1p0qQJc+bM4fXXX+f48eMkJSURExND27Zt6dmzJ+vXry/Z7uDBgxw+fJiVK1fSqlUrpkyZgrt7lc9fIiIiVYJpvzF37txJWFgY06ZNIzU1lQ0bNlBQUEBycjKZmZn06dOHBg0aEB0dzYkTJxg/fjyFhYX4+/uXGypycnJITExk48aN2O124uPjWb9+PU888QRHjx4lJiYGgL59+7Jr166rto2IiKBnz540bNiQ5557jnfeeYdHH320wuZQGdLT03E6nRV6jLS0tArdf3Vg9RlYvX/QDKzeP2gGYGKwGDJkCMuWLWPcuHH4+PjQokWLksAQFBREYGDgTe87MzOTe+65B7vdDkD79u35/PPP6datW7nbDh48mNtvvx2AHj168NFHH910HVWFw+Go0P2npaURHh5eoceo6qw+A6v3D5qB1fsH68zA6XSSnp5+3fdNu3lz+/bthIeHs3LlSh566CFSUlLYu3cvANnZ2WRlZV2zjc1mo6ioqNx9N2zYkIyMDC5dugTA7t27CQ4Oxs3NrcztXS4Xv//97/nhhx8A+OKLLwgLC7uZ9kRERCzJtDMWDoeDqVOnkpiYiJubG4mJiWzevJkRI0YQEBBQ6n0NDoeDhIQEQkND6dix43X3Xb9+fSZMmMDo0aNxc3OjUaNGTJkyBYDLly+zYMECpk6des12NpuNuXPnEhMTQ506dQgNDWXYsGHGNS0iIlLDmRYsGjVqdNVNk8BVZwciIiIAGDRoUMlr3bp1K/NyRocOHejQoQMAAwYMYMCAAdd85v3337/uNgBdunShS5cuN96IiIiIlKiWX3dISkq65qZLgPj4eIKCgkyoSERERKAKB4sdO3Zc972YmJiSb3ZUBU3qeWP3qrqrm4qIiFSWKhssqpPtT/amdu3aZpchIiJiuir/SG8RERGpPhQsRERExDAKFiIiImIYBQsRERExjIKFiIiIGEbBQkRERAyjr5veApfLBUBBQYHJlZivoldPrQ6sPgOr9w+agdX7B2vMoPh3XvHvwP9mc13vHSnXzz//zNGjR80uQ0REpNI1a9YMHx+fa15XsLgFRUVF5OXl4eHhgc1mM7scERGRCudyubh8+TLe3t64uV17R4WChYiIiBhGN2+KiIiIYRQsRERExDAKFiIiImIYBQsRERExjILFDSoqKmLWrFkMHz6cqKgovv3226ve//vf/87gwYMZPnw4ycnJJlVZccrrH+Df//43I0aMICMjw4QKK155M9i8eTNDhw5lxIgRzJo1i6KiIpMqrTjlzeCjjz5i8ODBDBkyhA0bNphUZcW5kb8HADNnzmThwoWVXF3lKG8Gb7/9Nv369SMqKoqoqChOnDhhUqUVo7z+v/76a0aOHElkZCRPPfWUJZ5rcQ2X3JCPPvrIFRsb63K5XK59+/a5nnjiiZL3CgoKXD179nRduHDB5XQ6XYMGDXKdPXvWrFIrRFn9u1wu19dff+165JFHXJ07d3YdP37cjBIrXFkz+Pe//+3q0aOH69KlSy6Xy+WaOHGi65NPPjGlzopU1gwKCwtdvXr1cl28eNFVWFjo6t27t+vHH380q9QKUd7fA5fL5Vq3bp1r2LBhrgULFlR2eZWivBlMnjzZdeDAATNKqxRl9V9UVOT6/e9/7zp16pTL5XK5kpOTXRkZGabUaSadsbhBaWlpdO3aFYA2bdqQnp5e8l5GRgaNGjXC19cXT09PwsPDSU1NNavUClFW//DLk9heffVVQkJCzCivUpQ1A09PT9555x28vLwAKCwspHbt2qbUWZHKmkGtWrXYsmULPj4+XLhwAQBvb29T6qwo5f092LdvH/v372f48OFmlFcpypvBwYMHWbp0KZGRkbzxxhtmlFihyur/5MmT1K1bl5UrV/Loo49y4cKFGv3fxOtRsLhBubm52O32kj/XqlWLwsLCkvf+8+lj3t7e5ObmVnqNFams/gHCw8O5++67zSit0pQ1Azc3N/z9/QFYvXo1ly5dIiIiwpQ6K1J5Pwfu7u5s27aNgQMH0q5dO9zda9aqAWX1f/bsWZKSkpg1a5ZZ5VWK8n4G+vXrx+zZs1m5ciVpaWl8+umnZpRZYcrqPycnh3379jFy5EjefvttvvzyS7744guzSjWNgsUNstvt5OXllfy5qKio5D+a//1eXl5eqY85rc7K6t8qyptBUVER8+fPZ8eOHSQmJtbIp7HeyM9B7969+eyzz7h8+TKbNm2q7BIrVFn9f/jhh+Tk5BAdHc3SpUvZvHkzKSkpZpVaYcqagcvlYsyYMdSvXx9PT0/+53/+h0OHDplVaoUoq/+6devSuHFj7rnnHjw8POjates1Z3SsQMHiBrVt25bPPvsMgK+++opmzZqVvBcaGsq3337LhQsXKCgoIDU1lfvuu8+sUitEWf1bRXkzmDVrFk6nk9dee63kkkhNU9YMcnNzefTRRykoKMDNzQ0vL69SH/dbnZXV/+jRo0lJSWH16tVER0fTv39/Bg0aZFapFaa8n4H+/fuTl5eHy+Vi165dOBwOs0qtEGX1HxQURF5eXskNnampqTRt2tSUOs2kR3rfoKKiImbPns3Ro0dxuVzEx8dz6NAhLl26xPDhw/n73//Oq6++isvlYvDgwYwaNcrskg1VXv/FoqKimD17NqGhoSZWWzHKmoHD4WDw4MG0a9eu5EzF6NGj6dWrl8lVG6u8n4P169fz7rvv4u7uTvPmzZk5cya1atUyu2zD3Ojfg5SUFE6cOMGUKVNMrLZilDeDTZs2sXr1ajw9PenUqRNPPfWU2SUbqrz+v/jiC15++WVcLhf33XcfM2bMMLvkSqdgISIiIoapWecpRURExFQKFiIiImIYBQsRERExjIKFiIiIGEbBQkRERAyjYCEiIiKGUbAQERERwyhYiIiIiGH+H0ZMNKP31A4TAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correl = (X\n",
    "          .apply(lambda x: spearmanr(x, y))\n",
    "          .apply(pd.Series, index=['r', 'pval']))\n",
    "\n",
    "correl.r.sort_values().plot.barh();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## KNN Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In-sample performance with default settings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "KNN uses distance to make predictions; it requires standardization of variables to avoid undue influence based on scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:39.077160Z",
     "start_time": "2020-06-17T17:00:39.064894Z"
    }
   },
   "outputs": [],
   "source": [
    "X_scaled = scale(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:39.443647Z",
     "start_time": "2020-06-17T17:00:39.094536Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsRegressor()"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = KNeighborsRegressor()\n",
    "model.fit(X=X_scaled, y=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:41.489105Z",
     "start_time": "2020-06-17T17:00:39.450007Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred = model.predict(X_scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regression Error Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:41.492890Z",
     "start_time": "2020-06-17T17:00:41.490489Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import (mean_squared_error,\n",
    "                             mean_absolute_error,\n",
    "                             mean_squared_log_error, \n",
    "                             median_absolute_error, \n",
    "                             explained_variance_score, \n",
    "                             r2_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Computing the prediction error"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The error is the deviation from the true value, whereas a residual is the deviation from an estimated value, e.g., an estimate of the population mean."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:41.522432Z",
     "start_time": "2020-06-17T17:00:41.494134Z"
    }
   },
   "outputs": [],
   "source": [
    "error = (y - y_pred).rename('Prediction Errors')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:41.530984Z",
     "start_time": "2020-06-17T17:00:41.523654Z"
    }
   },
   "outputs": [],
   "source": [
    "scores = dict(\n",
    "    rmse=np.sqrt(mean_squared_error(y_true=y, y_pred=y_pred)),\n",
    "    rmsle=np.sqrt(mean_squared_log_error(y_true=y, y_pred=y_pred)),\n",
    "    mean_ae=mean_absolute_error(y_true=y, y_pred=y_pred),\n",
    "    median_ae=median_absolute_error(y_true=y, y_pred=y_pred),\n",
    "    r2score=explained_variance_score(y_true=y, y_pred=y_pred)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:43.439851Z",
     "start_time": "2020-06-17T17:00:41.532542Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=3, figsize=(15, 4))\n",
    "sns.scatterplot(x=y, y=y_pred, ax=axes[0])\n",
    "axes[0].set_xlabel('Log Price')\n",
    "axes[0].set_ylabel('Predictions')\n",
    "axes[0].set_ylim(11, 16)\n",
    "axes[0].set_title('Predicted vs. Actuals')\n",
    "sns.distplot(error, ax=axes[1])\n",
    "axes[1].set_title('Residuals')\n",
    "pd.Series(scores).plot.barh(ax=axes[2], title='Error Metrics')\n",
    "fig.suptitle('In-Sample Regression Errors', fontsize=16)\n",
    "sns.despine()\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=.88)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-Validation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Manual hyperparameter tuning; using [Pipeline](https://scikit-learn.org/stable/modules/compose.html#pipeline-chaining-estimators) ensures proper scaling for each fold using train metrics to standardize test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:00:43.447784Z",
     "start_time": "2020-06-17T17:00:43.441867Z"
    }
   },
   "outputs": [],
   "source": [
    "def rmse(y_true, pred):\n",
    "    return np.sqrt(mean_squared_error(y_true=y_true, y_pred=pred))\n",
    "\n",
    "rmse_score = make_scorer(rmse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:01:32.699782Z",
     "start_time": "2020-06-17T17:00:43.449885Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "cv_rmse = {}\n",
    "n_neighbors = [1] + list(range(5, 51, 5))\n",
    "for n in n_neighbors:\n",
    "    pipe = Pipeline([('scaler', StandardScaler()),\n",
    "                     ('knn', KNeighborsRegressor(n_neighbors=n))])                    \n",
    "    cv_rmse[n] = cross_val_score(pipe, \n",
    "                                X=X, \n",
    "                                y=y,\n",
    "                                scoring=rmse_score,\n",
    "                                cv=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:01:32.721364Z",
     "start_time": "2020-06-17T17:01:32.701977Z"
    }
   },
   "outputs": [],
   "source": [
    "cv_rmse = pd.DataFrame.from_dict(cv_rmse, orient='index')\n",
    "best_n, best_rmse = cv_rmse.mean(1).idxmin(), cv_rmse.mean(1).min()\n",
    "cv_rmse = cv_rmse.stack().reset_index()\n",
    "cv_rmse.columns =['n', 'fold', 'RMSE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:01:33.540927Z",
     "start_time": "2020-06-17T17:01:32.723716Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot(x='n', y='RMSE', data=cv_rmse)\n",
    "ax.set_title(f'Cross-Validation Results KNN | Best N: {best_n:d} | Best RMSE: {best_rmse:.2f}');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Actuals vs Predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:01:38.479406Z",
     "start_time": "2020-06-17T17:01:33.542625Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pipe = Pipeline([('scaler', StandardScaler()),\n",
    "                 ('knn', KNeighborsRegressor(n_neighbors=best_n))])\n",
    "y_pred = cross_val_predict(pipe, X, y, cv=5)\n",
    "\n",
    "ax = sns.scatterplot(x=y, y=y_pred)\n",
    "y_range = list(range(int(y.min() + 1), int(y.max() + 1)))\n",
    "pd.Series(y_range, index=y_range).plot(ax=ax, lw=2, c='darkred');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cross-Validation Errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:01:38.495525Z",
     "start_time": "2020-06-17T17:01:38.486496Z"
    }
   },
   "outputs": [],
   "source": [
    "error = (y - y_pred).rename('Prediction Errors')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:01:38.520493Z",
     "start_time": "2020-06-17T17:01:38.502298Z"
    }
   },
   "outputs": [],
   "source": [
    "scores = dict(\n",
    "    rmse=np.sqrt(mean_squared_error(y_true=y, y_pred=y_pred)),\n",
    "    rmsle=np.sqrt(mean_squared_log_error(y_true=y, y_pred=y_pred)),\n",
    "    mean_ae=mean_absolute_error(y_true=y, y_pred=y_pred),\n",
    "    median_ae=median_absolute_error(y_true=y, y_pred=y_pred),\n",
    "    r2score=explained_variance_score(y_true=y, y_pred=y_pred)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:01:40.256572Z",
     "start_time": "2020-06-17T17:01:38.525989Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=3, figsize=(15, 5))\n",
    "sns.scatterplot(x=y, y=y_pred, ax=axes[0])\n",
    "axes[0].set_xlabel('Log Price')\n",
    "axes[0].set_ylabel('Predictions')\n",
    "axes[0].set_ylim(11, 16)\n",
    "sns.distplot(error, ax=axes[1])\n",
    "pd.Series(scores).plot.barh(ax=axes[2], title='Error Metrics')\n",
    "fig.suptitle('Cross-Validation Regression Errors', fontsize=24)\n",
    "fig.tight_layout()\n",
    "plt.subplots_adjust(top=.8);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GridSearchCV with Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See sklearn [docs](https://scikit-learn.org/stable/modules/grid_search.html#tuning-the-hyper-parameters-of-an-estimator).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:03:26.694023Z",
     "start_time": "2020-06-17T17:01:40.259583Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5,\n",
       "             estimator=Pipeline(steps=[('scaler', StandardScaler()),\n",
       "                                       ('knn', KNeighborsRegressor())]),\n",
       "             param_grid={'knn__n_neighbors': (5, 10, 15, 20, 25, 30, 35, 40, 45,\n",
       "                                              50, 55, 60, 65, 70, 75, 80, 85,\n",
       "                                              90, 95, 100)},\n",
       "             scoring=make_scorer(rmse))"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe = Pipeline([('scaler', StandardScaler()), \n",
    "                 ('knn', KNeighborsRegressor())])\n",
    "\n",
    "n_folds = 5\n",
    "n_neighbors = tuple(range(5, 101, 5))\n",
    "\n",
    "param_grid = {'knn__n_neighbors': n_neighbors}\n",
    "\n",
    "estimator = GridSearchCV(estimator=pipe,\n",
    "                         param_grid=param_grid,\n",
    "                         cv=n_folds,\n",
    "                         scoring=rmse_score,\n",
    "#                          n_jobs=-1\n",
    "                        )\n",
    "estimator.fit(X=X, y=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:03:26.697818Z",
     "start_time": "2020-06-17T17:03:26.695486Z"
    }
   },
   "outputs": [],
   "source": [
    "cv_results = estimator.cv_results_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:03:26.716810Z",
     "start_time": "2020-06-17T17:03:26.699217Z"
    }
   },
   "outputs": [],
   "source": [
    "test_scores = pd.DataFrame({fold: cv_results[f'split{fold}_test_score'] for fold in range(n_folds)}, \n",
    "                           index=n_neighbors).stack().reset_index()\n",
    "test_scores.columns = ['k', 'fold', 'RMSE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:03:26.728201Z",
     "start_time": "2020-06-17T17:03:26.718639Z"
    }
   },
   "outputs": [],
   "source": [
    "mean_rmse = test_scores.groupby('k').RMSE.mean()\n",
    "best_k, best_score = mean_rmse.idxmin(), mean_rmse.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:03:28.151321Z",
     "start_time": "2020-06-17T17:03:26.731018Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x='k', y='RMSE', data=test_scores, scale=.3, join=False, errwidth=2)\n",
    "plt.title('Cross Validation Results')\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.gcf().set_size_inches(10, 5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train & Validation Curves mit yellowbricks\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See background on [learning curves](https://en.wikipedia.org/wiki/Learning_curve) and yellowbrick [docs](https://www.scikit-yb.org/en/latest/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:05:12.367569Z",
     "start_time": "2020-06-17T17:03:28.156511Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x396 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "val_curve = ValidationCurve(KNeighborsRegressor(),\n",
    "                      param_name='n_neighbors',\n",
    "                      param_range=n_neighbors,\n",
    "                      cv=5,\n",
    "                      scoring=rmse_score,\n",
    "#                       n_jobs=-1,\n",
    "                      ax=ax)\n",
    "val_curve.fit(X, y)\n",
    "val_curve.poof()\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:05:35.593259Z",
     "start_time": "2020-06-17T17:05:12.371043Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x396 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "l_curve = LearningCurve(KNeighborsRegressor(n_neighbors=best_k), \n",
    "                        train_sizes=np.arange(.1, 1.01, .1),\n",
    "                        scoring=rmse_score, \n",
    "                        cv=5, \n",
    "#                         n_jobs=-1,\n",
    "                        ax=ax)\n",
    "l_curve.fit(X, y)\n",
    "l_curve.poof()\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Binary Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:05:35.603579Z",
     "start_time": "2020-06-17T17:05:35.597837Z"
    }
   },
   "outputs": [],
   "source": [
    "y_binary = (y>y.median()).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:05:35.639934Z",
     "start_time": "2020-06-17T17:05:35.608674Z"
    }
   },
   "outputs": [],
   "source": [
    "n_neighbors = tuple(range(5, 151, 10))\n",
    "n_folds = 5\n",
    "scoring = 'roc_auc'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:07:10.250347Z",
     "start_time": "2020-06-17T17:05:35.641157Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5,\n",
       "             estimator=Pipeline(steps=[('scaler', StandardScaler()),\n",
       "                                       ('knn', KNeighborsClassifier())]),\n",
       "             param_grid={'knn__n_neighbors': (5, 15, 25, 35, 45, 55, 65, 75, 85,\n",
       "                                              95, 105, 115, 125, 135, 145)},\n",
       "             scoring='roc_auc')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe = Pipeline([('scaler', StandardScaler()), \n",
    "                 ('knn', KNeighborsClassifier())])\n",
    "\n",
    "param_grid = {'knn__n_neighbors': n_neighbors}\n",
    "\n",
    "estimator = GridSearchCV(estimator=pipe,\n",
    "                         param_grid=param_grid,\n",
    "                         cv=n_folds,\n",
    "                         scoring=scoring,\n",
    "#                          n_jobs=-1\n",
    "                        )\n",
    "estimator.fit(X=X, y=y_binary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:07:10.258940Z",
     "start_time": "2020-06-17T17:07:10.255130Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "best_k = estimator.best_params_['knn__n_neighbors']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:08:56.324929Z",
     "start_time": "2020-06-17T17:07:10.262649Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x396 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "val_curve = ValidationCurve(KNeighborsClassifier(),\n",
    "                      param_name='n_neighbors',\n",
    "                      param_range=n_neighbors,\n",
    "                      cv=n_folds,\n",
    "                      scoring=scoring,\n",
    "#                       n_jobs=-1,\n",
    "                      ax=ax)\n",
    "val_curve.fit(X, y_binary)\n",
    "val_curve.poof()\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:09:34.598162Z",
     "start_time": "2020-06-17T17:08:56.327486Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x396 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "l_curve = LearningCurve(KNeighborsClassifier(n_neighbors=best_k), \n",
    "                        train_sizes=np.arange(.1, 1.01, .1),\n",
    "                        scoring=scoring, \n",
    "                        cv=5, \n",
    "#                         n_jobs=-1,\n",
    "                        ax=ax)\n",
    "l_curve.fit(X, y_binary)\n",
    "l_curve.poof()\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Classification Metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See sklearn [docs](https://scikit-learn.org/stable/modules/model_evaluation.html#model-evaluation-quantifying-the-quality-of-predictions) for details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:41.102386Z",
     "start_time": "2020-06-17T17:15:41.098307Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import (classification_report,\n",
    "                             accuracy_score,\n",
    "                             zero_one_loss,\n",
    "                             roc_auc_score,\n",
    "                             roc_curve,\n",
    "                             brier_score_loss,\n",
    "                             cohen_kappa_score,\n",
    "                             confusion_matrix,\n",
    "                             fbeta_score,\n",
    "                             hamming_loss,\n",
    "                             hinge_loss,\n",
    "                             jaccard_score,\n",
    "                             log_loss,\n",
    "                             matthews_corrcoef,\n",
    "                             f1_score,\n",
    "                             average_precision_score,\n",
    "                             precision_recall_curve)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "|Name| API|\n",
    "|:----|----|\n",
    "|Area Under the Receiver Operating Characteristic Curve (ROC AUC) | roc_auc_score(y_true, y_score[, …])|\n",
    "|Receiver operating characteristic (ROC) | roc_curve(y_true, y_score[, …])|\n",
    "|Average precision (AP) | average_precision_score(y_true, y_score)|\n",
    "|Precision-recall pairs | precision_recall_curve(y_true, …)|\n",
    "|Precision, recall, F-measure and support | precision_recall_fscore_support(…)|\n",
    "|F1 Score | f1_score(y_true, y_pred[, labels, …])|\n",
    "|F-beta Score | fbeta_score(y_true, y_pred, beta[, …])|\n",
    "|Precision | precision_score(y_true, y_pred[, …]|\n",
    "|Recall | recall_score(y_true, y_pred[, …])|\n",
    "|Main classification metrics | classification_report(y_true, y_pred)|\n",
    "|confusion matrix | confusion_matrix(y_true, y_pred[, …])|\n",
    "|Accuracy classification score | accuracy_score(y_true, y_pred)|\n",
    "|Zero-one classification loss | zero_one_loss(y_true, y_pred[, …])|\n",
    "|Average Hamming loss | hamming_loss(y_true, y_pred[, …])|\n",
    "|Brier score | brier_score_loss(y_true, y_prob[, …])|\n",
    "|Cohen’s kappa | cohen_kappa_score(y1, y2[, labels, …])|\n",
    "|Average hinge loss | hinge_loss(y_true, pred_decision[, …])|\n",
    "|Jaccard similarity coefficient | jaccard_similarity_score(y_true, y_pred)|\n",
    "|Log loss, aka logistic loss or cross-entropy loss | log_loss(y_true, y_pred[, eps, …])|\n",
    "|Matthews correlation coefficient (MCC) | matthews_corrcoef(y_true, y_pred[, …])|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:52.631611Z",
     "start_time": "2020-06-17T17:15:49.360028Z"
    }
   },
   "outputs": [],
   "source": [
    "y_score = cross_val_predict(KNeighborsClassifier(best_k), \n",
    "                           X=X, \n",
    "                           y=y_binary, \n",
    "                           cv=5, \n",
    "                           n_jobs=-1, \n",
    "                           method='predict_proba')[:, 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using Predicted Probabilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:52.636122Z",
     "start_time": "2020-06-17T17:15:52.633281Z"
    }
   },
   "outputs": [],
   "source": [
    "pred_scores = dict(y_true=y_binary,y_score=y_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### ROC AUC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:52.660426Z",
     "start_time": "2020-06-17T17:15:52.637904Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8460248502754856"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "roc_auc_score(**pred_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:52.671378Z",
     "start_time": "2020-06-17T17:15:52.662074Z"
    }
   },
   "outputs": [],
   "source": [
    "cols = ['False Positive Rate', 'True Positive Rate', 'threshold']\n",
    "roc = pd.DataFrame(dict(zip(cols, roc_curve(**pred_scores))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Precision-Recall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:52.686881Z",
     "start_time": "2020-06-17T17:15:52.672996Z"
    }
   },
   "outputs": [],
   "source": [
    "precision, recall, ts = precision_recall_curve(y_true=y_binary, probas_pred=y_score)\n",
    "pr_curve = pd.DataFrame({'Precision': precision, 'Recall': recall})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### F1 Score - Optimize Threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:53.508590Z",
     "start_time": "2020-06-17T17:15:52.693553Z"
    }
   },
   "outputs": [],
   "source": [
    "f1 = pd.Series({t: f1_score(y_true=y_binary, y_pred=y_score>t) for t in ts})\n",
    "best_threshold = f1.idxmax()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.553066Z",
     "start_time": "2020-06-17T17:15:53.510007Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=3, figsize=(15, 5))\n",
    "\n",
    "ax = sns.scatterplot(x='False Positive Rate', y='True Positive Rate', data=roc, size=5, legend=False, ax=axes[0])\n",
    "axes[0].plot(np.linspace(0,1,100), np.linspace(0,1,100), color='k', ls='--', lw=1)\n",
    "axes[0].fill_between(y1=roc['True Positive Rate'], x=roc['False Positive Rate'], alpha=.5,color='darkred')\n",
    "axes[0].set_title('Receiver Operating Characteristic')\n",
    "\n",
    "\n",
    "sns.scatterplot(x='Recall', y='Precision', data=pr_curve, ax=axes[1])\n",
    "axes[1].set_ylim(0,1)\n",
    "axes[1].set_title('Precision-Recall Curve')\n",
    "\n",
    "\n",
    "f1.plot(ax=axes[2], title='F1 Scores', ylim=(0,1))\n",
    "axes[2].set_xlabel('Threshold')\n",
    "axes[2].axvline(best_threshold, lw=1, ls='--', color='k')\n",
    "axes[2].text(text=f'Max F1 @ {best_threshold:.2f}', x=.75, y=.95, s=5)\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Average Precision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.574288Z",
     "start_time": "2020-06-17T17:15:54.558373Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8484120767842546"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_precision_score(y_true=y_binary, y_score=y_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Brier Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.589736Z",
     "start_time": "2020-06-17T17:15:54.579839Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.16022724653171427"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brier_score_loss(y_true=y_binary, y_prob=y_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Use Predictions after thresholding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.599018Z",
     "start_time": "2020-06-17T17:15:54.594412Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred = y_score > best_threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.608298Z",
     "start_time": "2020-06-17T17:15:54.603721Z"
    }
   },
   "outputs": [],
   "source": [
    "scores = dict(y_true=y_binary, y_pred=y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### F-beta Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.640176Z",
     "start_time": "2020-06-17T17:15:54.612991Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7684017044030412"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fbeta_score(**scores, beta=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.730334Z",
     "start_time": "2020-06-17T17:15:54.644811Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.63      0.71     10864\n",
      "           1       0.70      0.86      0.77     10749\n",
      "\n",
      "    accuracy                           0.74     21613\n",
      "   macro avg       0.76      0.74      0.74     21613\n",
      "weighted avg       0.76      0.74      0.74     21613\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(**scores))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.812135Z",
     "start_time": "2020-06-17T17:15:54.734540Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[6872, 3992],\n",
       "       [1552, 9197]])"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.828623Z",
     "start_time": "2020-06-17T17:15:54.816900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.743487715726646"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Zero-One Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.848871Z",
     "start_time": "2020-06-17T17:15:54.834380Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.25651228427335404"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zero_one_loss(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Hamming Loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fraction of labels that are incorrectly predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.869349Z",
     "start_time": "2020-06-17T17:15:54.854662Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.256512284273354"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hamming_loss(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Cohen's Kappa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Score that expresses the level of agreement between two annotators on a classification problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:54.999014Z",
     "start_time": "2020-06-17T17:15:54.874913Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4875765493181017"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cohen_kappa_score(y1=y_binary, y2=y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Hinge Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:15:55.014134Z",
     "start_time": "2020-06-17T17:15:55.003299Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7591727201221488"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hinge_loss(y_true=y_binary, pred_decision=y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Jaccard Similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:16:01.857358Z",
     "start_time": "2020-06-17T17:16:01.834171Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6239061122040567"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jaccard_score(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Log Loss / Cross Entropy Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:16:06.654290Z",
     "start_time": "2020-06-17T17:16:06.639956Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.859768117629491"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_loss(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Matthews Correlation Coefficient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:16:06.725277Z",
     "start_time": "2020-06-17T17:16:06.659952Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5004700226167762"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matthews_corrcoef(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multi-Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:16:06.741919Z",
     "start_time": "2020-06-17T17:16:06.727832Z"
    }
   },
   "outputs": [],
   "source": [
    "y_multi = pd.qcut(y, q=3, labels=[0,1,2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:16:06.749877Z",
     "start_time": "2020-06-17T17:16:06.744466Z"
    }
   },
   "outputs": [],
   "source": [
    "n_neighbors = tuple(range(5, 151, 10))\n",
    "n_folds = 5\n",
    "scoring = 'accuracy'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:16:33.870548Z",
     "start_time": "2020-06-17T17:16:06.752225Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5,\n",
       "             estimator=Pipeline(steps=[('scaler', StandardScaler()),\n",
       "                                       ('knn', KNeighborsClassifier())]),\n",
       "             n_jobs=-1,\n",
       "             param_grid={'knn__n_neighbors': (5, 15, 25, 35, 45, 55, 65, 75, 85,\n",
       "                                              95, 105, 115, 125, 135, 145)})"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe = Pipeline([('scaler', StandardScaler()), \n",
    "                 ('knn', KNeighborsClassifier())])\n",
    "\n",
    "param_grid = {'knn__n_neighbors': n_neighbors}\n",
    "\n",
    "estimator = GridSearchCV(estimator=pipe,\n",
    "                         param_grid=param_grid,\n",
    "                         cv=n_folds,\n",
    "                         n_jobs=-1\n",
    "                        )\n",
    "estimator.fit(X=X, y=y_multi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:16:36.055048Z",
     "start_time": "2020-06-17T17:16:33.872373Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred = cross_val_predict(estimator.best_estimator_, \n",
    "                           X=X, \n",
    "                           y=y_multi, \n",
    "                           cv=5, \n",
    "                           n_jobs=-1, \n",
    "                           method='predict')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T17:16:36.120929Z",
     "start_time": "2020-06-17T17:16:36.056610Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.67      0.71      0.69      7226\n",
      "           1       0.52      0.52      0.52      7223\n",
      "           2       0.77      0.74      0.75      7164\n",
      "\n",
      "    accuracy                           0.65     21613\n",
      "   macro avg       0.65      0.65      0.65     21613\n",
      "weighted avg       0.65      0.65      0.65     21613\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_true=y_multi, y_pred=y_pred))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "263px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
